skill-pack-audit

skill-pack-audit is a skill for Cursor from JinLee794/agent-framework-skills. It costs 90 tokens per session (1,725 once invoked), scanned A, original, MIT.

A review of a collection of coding-agent skills for overlaps, routing problems, broken references, and unnecessary always-loaded instructions.

In plain words
What is it for?
Use it when adding skills to a pack or investigating duplicate skills, routing drift, description conflicts, broken links, or excessive background instructions.
Why use it?
It finds cases where the agent loads the wrong skill, sees competing descriptions, or spends context on repeated information.

Skill for Cursor

Written for Cursor: installed under .cursor/. Also seen: mentions AGENTS.md.

Good fit Use it when adding skills to a pack or investigating duplicate skills, routing drift, description conflicts, broken links, or excessive background instructions.

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Install with agentmods
npx agentmods add skills/jinlee794/agent-framework-skills/skill-pack-audit
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add JinLee794/agent-framework-skills --skill skill-pack-audit
Clone the repo
git clone --depth 1 https://github.com/JinLee794/agent-framework-skills

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for skill-pack-audit

README.md
[![agentmods](https://agentmods.dev/badge/skills/jinlee794/agent-framework-skills/skill-pack-audit/github.svg)](https://agentmods.dev/skills/jinlee794/agent-framework-skills/skill-pack-audit)
Your own site
<a href="https://agentmods.dev/skills/jinlee794/agent-framework-skills/skill-pack-audit"><img src="https://agentmods.dev/badge/skills/jinlee794/agent-framework-skills/skill-pack-audit/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for skill-pack-audit

Your own site · 80×15
<a href="https://agentmods.dev/skills/jinlee794/agent-framework-skills/skill-pack-audit"><img src="https://agentmods.dev/badge/skills/jinlee794/agent-framework-skills/skill-pack-audit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 90 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,725 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00090 $0.01725
Opus 5 $0.00045 $0.00863
Sonnet 5 $0.00018 $0.00345
Haiku 4.5 $0.00009 $0.00172

Measured 8d ago against content hash 05eec3c170f2, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

skill-pack-audit scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.cursor/skills/skill-pack-audit/SKILL.md · 159 lines

How it starts

The opening of the file, as written. The whole thing — 159 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Skill Pack Audit

A skill pack degrades in predictable ways: routing tables get copied, the same version fact gets restated, two descriptions start competing for the same task, and the always-on tier quietly grows. This is the review that finds those.

Adjacent, different job: maf-dev-loop/references/skill-sync.md checks whether a claim is still true. This checks whether it is in the right place, exactly once.

Invariants

Every finding below is a violation of one of these. State which one when reporting.

  1. One routing table. It lives in rules/repository.mdc.md. A skill may link to a sibling for a specific reason; it may not list them all.
  2. One owner per falsifiable fact. A version number, symbol name, enum spelling, or removed API belongs to the skill that owns that SDK surface. Everywhere else, cite the owner. Exactly one second copy is allowed: a row in a conformance grep table, because there the string is the search pattern.
  3. Descriptions partition the task space. Two skills must not plausibly answer the same request. Where boundaries are close, say so with an explicit NOT for … — load X instead.
  4. Universal rules live in the always-on tier. A rule that applies to all work must not sit inside a task-scoped skill, or it is only conditionally reachable.
  5. The loaded tier stays small. SKILL.md should be roughly a third of its skill's total; the rest belongs in references/.
  6. Every reference resolves.

Procedure

Run all six. Each is cheap and each catches a different class.

1. Inventory and size distribution

Get-ChildItem .cursor\skills -Recurse -Filter *.md |
  Sort-Object FullName |
  ForEach-Object { [pscustomobject]@{
      Path  = $_.FullName.Replace("$PWD\", '')
      Lines = (Get-Content $_.FullName).Count } } |
  Format-Table -AutoSize

For each skill compute SKILL.md ÷ (SKILL.md + references). Report the ratios together — the outlier is the finding, not any absolute threshold. A skill much above its peers has reference material sitting in the always-loaded tier (invariant 5).

Read the full file on GitHub · 159 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 8d ago First seen · 159 lines · 90 tokens per session scan A 05eec3c170f2

Subscribe to this mod's changes

skill-pack-audit is a skill published in the GitHub repository JinLee794/agent-framework-skills (2 stars, last pushed 1mo ago), licensed MIT. It adds 90 tokens to every session and 1,725 once invoked, about $0.0005 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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